{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'matplotlib'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-5357b5f7c03c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'matplotlib'"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = cv2.imread('image.jpg')\n",
    "(h,w,c) = image.shape\n",
    "print(image.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[29 32 46]\n"
     ]
    }
   ],
   "source": [
    "(b, g, r) = image[0,0]\n",
    "print(image[0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   0 255]\n"
     ]
    }
   ],
   "source": [
    "image[0,0] = (0, 0, 255)\n",
    "(b, g, r) = image[0,0]\n",
    "print(image[0,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ILOmCpfjQcRRj3Kln4Mf0tHQmGIdiSTFJOjHDwFKO9maCagYPhCNVxBjAqlMR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\nN+wFqleHRNfNqiiPG32GMc5WSe0VKk0ojGlEzaM1pWAeWcM1jFcpbF5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Z4ISfrGxZtZ12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\naZ3WQOuMs07rtAb6/wC1+els+puv4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d41449e3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cX, cY = (w//2,h//2)\n",
    "tl = image[0:cY,0:cX]\n",
    "plt.imshow(tl)\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ILOmCpfjQcRRj3Kln4Mf0tHQmGIdiSTFJOjHDwFKO9maCagYPhCNVxBjAqlMR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\nN+wFqleHRNfNqiiPG32GMc5WSe0VKk0ojGlEzaM1pWAeWcM1jFcpbF5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Z4ISfrGxZtZ12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MvIsozJycnKDvL+rRClHmf8HKRihyafMc9zkiQl0d6JnFQtzzWXFgredNv9JKS88uwLHHrqBe7f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\naZ3WQOuMs07rtAb6/wC1+els+puv4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4146ad198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zdj6t72OfBwC9nwI0jTBcJeRRxtjmNtrVaMsZJ99PEx24Pi3UlCEcpnlYWTwhOb+jul/3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\nuSzOV4JtxybhIlRCkA5yjzHpuF8goGQW8j2qqkrHraR5718CQfYiHdT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M0rYw3Z43bVcY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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4146bc5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hAeX7RXGTok8nbJnzfZ9YwaU70c35HecydOAEAG9cfR0bblrBcG6QZpngLR8/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\niTPFFLeBKXGmmOI2MCXOFFPcBv4LOG6rIpUFeK4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4146c2b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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CKv2Yy9bRRgCE9pW2dl1IfSs7kQwF41yz+Raq4gKHpt/GW6s/TGXbS+xe2MlY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4146c29b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr = image[0:cY, cX:w]\n",
    "bl = image[cY:h, 0:cX]\n",
    "br = image[cY:h, cX:w]\n",
    "\n",
    "def show(image):\n",
    "    plt.imshow(image)\n",
    "    plt.axis('off')\n",
    "    plt.show()\n",
    "    \n",
    "show(tl)\n",
    "show(tr)\n",
    "show(bl)\n",
    "show(br)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KNlprWstUTLxnz6vHVovVNA2L5jie+RjmP4RlV9laqiMgy8/9JqXRw1An5HwZyMHPgaF+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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d4146dacc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image[0:cY,0:cX] = (0, 0, 255)\n",
    "show(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
